Wine clustering profiling report

Dataset statistics

Number of variables	13
Number of observations	161
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	17.6 KiB
Average record size in memory	112.0 B

Variable types

Numeric	13

Alerts

`Alcohol` is highly overall correlated with `Color_Intensity` and 1 other fields	High correlation
`Malic_Acid` is highly overall correlated with `Hue`	High correlation
`Ash_Alcanity` is highly overall correlated with `Flavanoids`	High correlation
`Magnesium` is highly overall correlated with `Proline`	High correlation
`Total_Phenols` is highly overall correlated with `Flavanoids` and 2 other fields	High correlation
`Flavanoids` is highly overall correlated with `Ash_Alcanity` and 5 other fields	High correlation
`Nonflavanoid_Phenols` is highly overall correlated with `Flavanoids` and 1 other fields	High correlation
`Proanthocyanins` is highly overall correlated with `Flavanoids` and 2 other fields	High correlation
`Color_Intensity` is highly overall correlated with `Alcohol`	High correlation
`Hue` is highly overall correlated with `Flavanoids` and 1 other fields	High correlation
`OD280` is highly overall correlated with `Flavanoids` and 3 other fields	High correlation
`Proline` is highly overall correlated with `Alcohol` and 1 other fields	High correlation

Reproduction

Analysis started	2024-02-06 03:40:12.948035
Analysis finished	2024-02-06 03:40:32.973925
Duration	20.03 seconds
Software version	ydata-profiling vv4.6.4
Download configuration	config.json

Alcohol
Real number (ℝ)

HIGH CORRELATION

Distinct	115
Distinct (%)	71.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.040373

Minimum	11.41
Maximum	14.83
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	11.41
5-th percentile	11.81
Q1	12.37
median	13.07
Q3	13.71
95-th percentile	14.22
Maximum	14.83
Range	3.42
Interquartile range (IQR)	1.34

Descriptive statistics

Standard deviation	0.79784075
Coefficient of variation (CV)	0.061182358
Kurtosis	-0.95514277
Mean	13.040373
Median Absolute Deviation (MAD)	0.67
Skewness	-0.031846875
Sum	2099.5
Variance	0.63654986
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.08	5	3.1%
12.37	5	3.1%
12.29	4	2.5%
13.05	4	2.5%
12.42	3	1.9%
12.25	3	1.9%
12	3	1.9%
13.49	2	1.2%
13.11	2	1.2%
12.85	2	1.2%
Other values (105)	128	79.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.41	1	0.6%
11.45	1	0.6%
11.61	1	0.6%
11.62	1	0.6%
11.64	1	0.6%
11.65	1	0.6%
11.66	1	0.6%
11.76	1	0.6%
11.81	1	0.6%
11.82	2	1.2%

Value	Count	Frequency (%)
14.83	1	0.6%
14.75	1	0.6%
14.39	1	0.6%
14.38	2	1.2%
14.37	1	0.6%
14.3	1	0.6%
14.23	1	0.6%
14.22	2	1.2%
14.21	1	0.6%
14.2	1	0.6%

Malic_Acid
Real number (ℝ)

HIGH CORRELATION

Distinct	122
Distinct (%)	75.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3068323

Minimum	0.74
Maximum	5.19
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0.74
5-th percentile	1.09
Q1	1.61
median	1.86
Q3	3.03
95-th percentile	4.31
Maximum	5.19
Range	4.45
Interquartile range (IQR)	1.42

Descriptive statistics

Standard deviation	1.0482631
Coefficient of variation (CV)	0.45441669
Kurtosis	-0.22163062
Mean	2.3068323
Median Absolute Deviation (MAD)	0.51
Skewness	0.89398769
Sum	371.4
Variance	1.0988555
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.73	7	4.3%
1.81	4	2.5%
1.35	3	1.9%
1.53	3	1.9%
1.61	3	1.9%
1.9	3	1.9%
1.68	2	1.2%
1.5	2	1.2%
1.66	2	1.2%
1.83	2	1.2%
Other values (112)	130	80.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.74	1	0.6%
0.89	1	0.6%
0.9	1	0.6%
0.92	1	0.6%
0.94	1	0.6%
0.98	1	0.6%
1.01	1	0.6%
1.07	1	0.6%
1.09	1	0.6%
1.1	1	0.6%

Value	Count	Frequency (%)
5.19	1	0.6%
5.04	1	0.6%
4.95	1	0.6%
4.72	1	0.6%
4.61	1	0.6%
4.6	1	0.6%
4.43	1	0.6%
4.36	1	0.6%
4.31	1	0.6%
4.3	1	0.6%

Ash
Real number (ℝ)

Distinct	71
Distinct (%)	44.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3632919

Minimum	1.7
Maximum	2.92
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	1.7
5-th percentile	1.94
Q1	2.23
median	2.36
Q3	2.53
95-th percentile	2.73
Maximum	2.92
Range	1.22
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.24120473
Coefficient of variation (CV)	0.10206303
Kurtosis	0.047438664
Mean	2.3632919
Median Absolute Deviation (MAD)	0.15
Skewness	-0.21566106
Sum	380.49
Variance	0.05817972
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.28	7	4.3%
2.3	7	4.3%
2.36	6	3.7%
2.32	6	3.7%
2.7	5	3.1%
2.38	5	3.1%
2.62	4	2.5%
2.48	4	2.5%
2.4	4	2.5%
2.1	4	2.5%
Other values (61)	109	67.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.7	2	1.2%
1.71	1	0.6%
1.88	1	0.6%
1.9	1	0.6%
1.92	3	1.9%
1.94	1	0.6%
1.98	3	1.9%
1.99	1	0.6%
2	2	1.2%
2.02	1	0.6%

Value	Count	Frequency (%)
2.92	1	0.6%
2.87	1	0.6%
2.86	1	0.6%
2.84	1	0.6%
2.8	1	0.6%
2.75	1	0.6%
2.74	2	1.2%
2.73	1	0.6%
2.72	2	1.2%
2.7	5	3.1%

Ash_Alcanity
Real number (ℝ)

HIGH CORRELATION

Distinct	59
Distinct (%)	36.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.232298

Minimum	11.2
Maximum	27
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	11.2
5-th percentile	15
Q1	17.1
median	19
Q3	21
95-th percentile	24.5
Maximum	27
Range	15.8
Interquartile range (IQR)	3.9

Descriptive statistics

Standard deviation	3.0147057
Coefficient of variation (CV)	0.15675223
Kurtosis	0.060302389
Mean	19.232298
Median Absolute Deviation (MAD)	2
Skewness	0.032577247
Sum	3096.4
Variance	9.0884503
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	15	9.3%
21	11	6.8%
16	11	6.8%
18	10	6.2%
19	8	5.0%
18.5	7	4.3%
21.5	6	3.7%
19.5	6	3.7%
22.5	6	3.7%
22	6	3.7%
Other values (49)	75	46.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.2	1	0.6%
11.4	1	0.6%
12	1	0.6%
12.4	1	0.6%
13.2	1	0.6%
14	2	1.2%
14.6	1	0.6%
15	2	1.2%
15.2	2	1.2%
15.5	2	1.2%

Value	Count	Frequency (%)
27	1	0.6%
26.5	1	0.6%
26	1	0.6%
25.5	1	0.6%
25	2	1.2%
24.5	3	1.9%
24	5	3.1%
23.6	1	0.6%
23.5	1	0.6%
23	2	1.2%

Magnesium
Real number (ℝ)

HIGH CORRELATION

Distinct	47
Distinct (%)	29.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	98.534161

Minimum	70
Maximum	134
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	70
5-th percentile	80
Q1	88
median	98
Q3	106
95-th percentile	120
Maximum	134
Range	64
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	12.36529
Coefficient of variation (CV)	0.12549241
Kurtosis	-0.13112891
Mean	98.534161
Median Absolute Deviation (MAD)	9
Skewness	0.49840832
Sum	15864
Variance	152.90039
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
88	12	7.5%
86	10	6.2%
101	9	5.6%
98	8	5.0%
96	7	4.3%
102	7	4.3%
94	6	3.7%
85	5	3.1%
112	5	3.1%
97	5	3.1%
Other values (37)	87	54.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
70	1	0.6%
78	3	1.9%
80	5	3.1%
81	1	0.6%
82	1	0.6%
84	3	1.9%
85	5	3.1%
86	10	6.2%
87	3	1.9%
88	12	7.5%

Value	Count	Frequency (%)
134	1	0.6%
132	1	0.6%
128	1	0.6%
127	1	0.6%
126	1	0.6%
123	1	0.6%
122	1	0.6%
121	1	0.6%
120	3	1.9%
118	3	1.9%

Total_Phenols
Real number (ℝ)

HIGH CORRELATION

Distinct	90
Distinct (%)	55.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.2903727

Minimum	0.98
Maximum	3.88
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0.98
5-th percentile	1.38
Q1	1.72
median	2.35
Q3	2.8
95-th percentile	3.27
Maximum	3.88
Range	2.9
Interquartile range (IQR)	1.08

Descriptive statistics

Standard deviation	0.63236648
Coefficient of variation (CV)	0.27609763
Kurtosis	-0.82420853
Mean	2.2903727
Median Absolute Deviation (MAD)	0.51
Skewness	0.082184211
Sum	368.75
Variance	0.39988736
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.2	8	5.0%
3	6	3.7%
2.6	5	3.1%
2	5	3.1%
2.95	5	3.1%
2.8	5	3.1%
1.38	4	2.5%
2.85	4	2.5%
2.45	4	2.5%
1.65	4	2.5%
Other values (80)	111	68.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.98	1	0.6%
1.1	1	0.6%
1.15	1	0.6%
1.25	1	0.6%
1.28	1	0.6%
1.3	1	0.6%
1.35	1	0.6%
1.38	4	2.5%
1.39	2	1.2%
1.4	2	1.2%

Value	Count	Frequency (%)
3.88	1	0.6%
3.85	1	0.6%
3.52	1	0.6%
3.5	1	0.6%
3.4	1	0.6%
3.38	1	0.6%
3.3	2	1.2%
3.27	1	0.6%
3.25	2	1.2%
3.2	1	0.6%

Flavanoids
Real number (ℝ)

HIGH CORRELATION

Distinct	123
Distinct (%)	76.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0437888

Minimum	0.34
Maximum	3.93
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0.34
5-th percentile	0.52
Q1	1.22
median	2.14
Q3	2.91
95-th percentile	3.49
Maximum	3.93
Range	3.59
Interquartile range (IQR)	1.69

Descriptive statistics

Standard deviation	0.9856495
Coefficient of variation (CV)	0.48226582
Kurtosis	-1.2190429
Mean	2.0437888
Median Absolute Deviation (MAD)	0.84
Skewness	-0.13176957
Sum	329.05
Variance	0.97150493
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.58	3	1.9%
2.65	3	1.9%
2.03	3	1.9%
1.25	3	1.9%
2.69	2	1.2%
0.5	2	1.2%
2.53	2	1.2%
2.68	2	1.2%
0.47	2	1.2%
0.66	2	1.2%
Other values (113)	137	85.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.34	1	0.6%
0.47	2	1.2%
0.48	1	0.6%
0.49	1	0.6%
0.5	2	1.2%
0.51	1	0.6%
0.52	1	0.6%
0.55	1	0.6%
0.56	1	0.6%
0.58	3	1.9%

Value	Count	Frequency (%)
3.93	1	0.6%
3.75	1	0.6%
3.74	1	0.6%
3.69	1	0.6%
3.67	1	0.6%
3.64	1	0.6%
3.56	1	0.6%
3.54	1	0.6%
3.49	1	0.6%
3.4	1	0.6%

Nonflavanoid_Phenols
Real number (ℝ)

HIGH CORRELATION

Distinct	38
Distinct (%)	23.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.35813665

Minimum	0.13
Maximum	0.66
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0.13
5-th percentile	0.19
Q1	0.27
median	0.34
Q3	0.43
95-th percentile	0.6
Maximum	0.66
Range	0.53
Interquartile range (IQR)	0.16

Descriptive statistics

Standard deviation	0.12181033
Coefficient of variation (CV)	0.34012249
Kurtosis	-0.48575333
Mean	0.35813665
Median Absolute Deviation (MAD)	0.08
Skewness	0.51863118
Sum	57.66
Variance	0.014837756
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
0.26	11	6.8%
0.43	10	6.2%
0.29	10	6.2%
0.37	8	5.0%
0.27	8	5.0%
0.34	8	5.0%
0.32	8	5.0%
0.4	8	5.0%
0.3	7	4.3%
0.22	6	3.7%
Other values (28)	77	47.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.13	1	0.6%
0.14	1	0.6%
0.17	5	3.1%
0.19	2	1.2%
0.2	2	1.2%
0.21	5	3.1%
0.22	6	3.7%
0.24	5	3.1%
0.25	2	1.2%
0.26	11	6.8%

Value	Count	Frequency (%)
0.66	1	0.6%
0.63	3	1.9%
0.61	3	1.9%
0.6	3	1.9%
0.58	2	1.2%
0.56	1	0.6%
0.55	1	0.6%
0.53	6	3.7%
0.52	2	1.2%
0.5	5	3.1%

Proanthocyanins
Real number (ℝ)

HIGH CORRELATION

Distinct	90
Distinct (%)	55.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5480745

Minimum	0.41
Maximum	2.96
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0.41
5-th percentile	0.73
Q1	1.24
median	1.53
Q3	1.87
95-th percentile	2.38
Maximum	2.96
Range	2.55
Interquartile range (IQR)	0.63

Descriptive statistics

Standard deviation	0.52585943
Coefficient of variation (CV)	0.33968612
Kurtosis	0.065809929
Mean	1.5480745
Median Absolute Deviation (MAD)	0.34
Skewness	0.32964475
Sum	249.24
Variance	0.27652814
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.35	9	5.6%
1.46	6	3.7%
1.87	5	3.1%
1.25	5	3.1%
1.56	4	2.5%
2.08	4	2.5%
1.98	4	2.5%
1.66	4	2.5%
1.04	3	1.9%
1.62	3	1.9%
Other values (80)	114	70.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.41	1	0.6%
0.42	1	0.6%
0.55	1	0.6%
0.62	1	0.6%
0.64	2	1.2%
0.68	1	0.6%
0.73	2	1.2%
0.75	1	0.6%
0.8	2	1.2%
0.81	1	0.6%

Value	Count	Frequency (%)
2.96	1	0.6%
2.91	2	1.2%
2.81	3	1.9%
2.49	1	0.6%
2.45	1	0.6%
2.38	3	1.9%
2.35	1	0.6%
2.34	1	0.6%
2.29	2	1.2%
2.28	1	0.6%

Color_Intensity
Real number (ℝ)

HIGH CORRELATION

Distinct	122
Distinct (%)	75.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.0141615

Minimum	1.28
Maximum	10.52
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	1.28
5-th percentile	2.15
Q1	3.27
median	4.8
Q3	6.2
95-th percentile	9.2
Maximum	10.52
Range	9.24
Interquartile range (IQR)	2.93

Descriptive statistics

Standard deviation	2.1173791
Coefficient of variation (CV)	0.4222798
Kurtosis	-0.2634575
Mean	5.0141615
Median Absolute Deviation (MAD)	1.5
Skewness	0.62347552
Sum	807.28
Variance	4.4832944
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.6	4	2.5%
3.8	4	2.5%
2.8	3	1.9%
3.05	3	1.9%
5.1	3	1.9%
5.7	3	1.9%
5.4	3	1.9%
5.6	3	1.9%
4.5	3	1.9%
3.3	2	1.2%
Other values (112)	130	80.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.28	1	0.6%
1.74	1	0.6%
1.95	1	0.6%
2	1	0.6%
2.06	2	1.2%
2.08	1	0.6%
2.12	1	0.6%
2.15	1	0.6%
2.2	1	0.6%
2.3	1	0.6%

Value	Count	Frequency (%)
10.52	1	0.6%
10.26	1	0.6%
10.2	1	0.6%
9.899999	1	0.6%
9.7	1	0.6%
9.58	1	0.6%
9.4	1	0.6%
9.3	1	0.6%
9.2	1	0.6%
9.01	1	0.6%

Hue
Real number (ℝ)

HIGH CORRELATION

Distinct	73
Distinct (%)	45.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.95910559

Minimum	0.54
Maximum	1.45
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0.54
5-th percentile	0.58
Q1	0.79
median	0.98
Q3	1.12
95-th percentile	1.27
Maximum	1.45
Range	0.91
Interquartile range (IQR)	0.33

Descriptive statistics

Standard deviation	0.21804941
Coefficient of variation (CV)	0.22734662
Kurtosis	-0.74962057
Mean	0.95910559
Median Absolute Deviation (MAD)	0.15
Skewness	-0.14095231
Sum	154.416
Variance	0.047545545
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.04	8	5.0%
1.23	7	4.3%
1.12	6	3.7%
0.89	5	3.1%
0.96	5	3.1%
1.25	5	3.1%
1.07	4	2.5%
0.7	4	2.5%
1.19	4	2.5%
1.09	4	2.5%
Other values (63)	109	67.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.54	1	0.6%
0.55	1	0.6%
0.56	2	1.2%
0.57	3	1.9%
0.58	2	1.2%
0.59	2	1.2%
0.6	3	1.9%
0.61	2	1.2%
0.62	1	0.6%
0.65	1	0.6%

Value	Count	Frequency (%)
1.45	1	0.6%
1.42	1	0.6%
1.38	1	0.6%
1.36	2	1.2%
1.33	1	0.6%
1.31	1	0.6%
1.28	1	0.6%
1.27	1	0.6%
1.25	5	3.1%
1.24	1	0.6%

OD280
Real number (ℝ)

HIGH CORRELATION

Distinct	112
Distinct (%)	69.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.6288199

Minimum	1.27
Maximum	4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	1.27
5-th percentile	1.42
Q1	2.01
median	2.78
Q3	3.18
95-th percentile	3.58
Maximum	4
Range	2.73
Interquartile range (IQR)	1.17

Descriptive statistics

Standard deviation	0.70905164
Coefficient of variation (CV)	0.26972241
Kurtosis	-1.0238111
Mean	2.6288199
Median Absolute Deviation (MAD)	0.52
Skewness	-0.36041727
Sum	423.24
Variance	0.50275422
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.87	4	2.5%
2.78	4	2.5%
3	4	2.5%
1.82	3	1.9%
1.33	3	1.9%
2.77	3	1.9%
2.96	3	1.9%
1.75	3	1.9%
3.33	3	1.9%
3.17	3	1.9%
Other values (102)	128	79.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.27	1	0.6%
1.29	2	1.2%
1.3	1	0.6%
1.33	3	1.9%
1.36	1	0.6%
1.42	1	0.6%
1.48	1	0.6%
1.51	2	1.2%
1.55	1	0.6%
1.56	2	1.2%

Value	Count	Frequency (%)
4	1	0.6%
3.92	1	0.6%
3.82	1	0.6%
3.71	1	0.6%
3.64	1	0.6%
3.63	1	0.6%
3.59	1	0.6%
3.58	2	1.2%
3.57	1	0.6%
3.56	1	0.6%

Proline
Real number (ℝ)

HIGH CORRELATION

Distinct	114
Distinct (%)	70.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	759.1118

Minimum	278
Maximum	1680
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	278
5-th percentile	352
Q1	502
median	675
Q3	1035
95-th percentile	1310
Maximum	1680
Range	1402
Interquartile range (IQR)	533

Descriptive statistics

Standard deviation	323.86647
Coefficient of variation (CV)	0.42663869
Kurtosis	-0.42789765
Mean	759.1118
Median Absolute Deviation (MAD)	205
Skewness	0.69779162
Sum	122217
Variance	104889.49
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
680	5	3.1%
630	4	2.5%
625	4	2.5%
520	4	2.5%
750	3	1.9%
1035	3	1.9%
450	3	1.9%
510	3	1.9%
495	3	1.9%
1285	3	1.9%
Other values (104)	126	78.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
278	1	0.6%
290	1	0.6%
312	1	0.6%
315	1	0.6%
325	1	0.6%
342	1	0.6%
345	2	1.2%
352	1	0.6%
355	1	0.6%
365	1	0.6%

Value	Count	Frequency (%)
1680	1	0.6%
1547	1	0.6%
1515	1	0.6%
1510	1	0.6%
1480	1	0.6%
1450	1	0.6%
1375	1	0.6%
1320	1	0.6%
1310	1	0.6%
1295	1	0.6%

Spearman's ρ
Auto

Heatmap
Table

	Alcohol	Malic_Acid	Ash	Ash_Alcanity	Magnesium	Total_Phenols	Flavanoids	Nonflavanoid_Phenols	Proanthocyanins	Color_Intensity	Hue	OD280	Proline
Alcohol	1.000	0.133	0.237	-0.359	0.446	0.362	0.358	-0.197	0.266	0.630	0.031	0.149	0.648
Malic_Acid	0.133	1.000	0.211	0.280	0.117	-0.306	-0.363	0.258	-0.245	0.285	-0.551	-0.266	-0.042
Ash	0.237	0.211	1.000	0.278	0.408	0.134	0.081	0.069	0.051	0.221	-0.004	-0.001	0.291
Ash_Alcanity	-0.359	0.280	0.278	1.000	-0.222	-0.478	-0.526	0.372	-0.344	-0.142	-0.366	-0.376	-0.478
Magnesium	0.446	0.117	0.408	-0.222	1.000	0.262	0.239	-0.228	0.130	0.411	0.004	0.042	0.519
Total_Phenols	0.362	-0.306	0.134	-0.478	0.262	1.000	0.896	-0.493	0.684	0.039	0.475	0.687	0.458
Flavanoids	0.358	-0.363	0.081	-0.526	0.239	0.896	1.000	-0.582	0.784	-0.011	0.555	0.723	0.470
Nonflavanoid_Phenols	-0.197	0.258	0.069	0.372	-0.228	-0.493	-0.582	1.000	-0.444	0.020	-0.263	-0.521	-0.275
Proanthocyanins	0.266	-0.245	0.051	-0.344	0.130	0.684	0.784	-0.444	1.000	0.005	0.372	0.591	0.346
Color_Intensity	0.630	0.285	0.221	-0.142	0.411	0.039	-0.011	0.020	0.005	1.000	-0.371	-0.299	0.495
Hue	0.031	-0.551	-0.004	-0.366	0.004	0.475	0.555	-0.263	0.372	-0.371	1.000	0.464	0.205
OD280	0.149	-0.266	-0.001	-0.376	0.042	0.687	0.723	-0.521	0.591	-0.299	0.464	1.000	0.266
Proline	0.648	-0.042	0.291	-0.478	0.519	0.458	0.470	-0.275	0.346	0.495	0.205	0.266	1.000

Heatmap
Table

	Alcohol	Ash	Ash_Alcanity	Color_Intensity	Flavanoids	Hue	Magnesium	Malic_Acid	Nonflavanoid_Phenols	OD280	Proanthocyanins	Proline	Total_Phenols
Alcohol	1.000	0.237	-0.359	0.630	0.358	0.031	0.446	0.133	-0.197	0.149	0.266	0.648	0.362
Ash	0.237	1.000	0.278	0.221	0.081	-0.004	0.408	0.211	0.069	-0.001	0.051	0.291	0.134
Ash_Alcanity	-0.359	0.278	1.000	-0.142	-0.526	-0.366	-0.222	0.280	0.372	-0.376	-0.344	-0.478	-0.478
Color_Intensity	0.630	0.221	-0.142	1.000	-0.011	-0.371	0.411	0.285	0.020	-0.299	0.005	0.495	0.039
Flavanoids	0.358	0.081	-0.526	-0.011	1.000	0.555	0.239	-0.363	-0.582	0.723	0.784	0.470	0.896
Hue	0.031	-0.004	-0.366	-0.371	0.555	1.000	0.004	-0.551	-0.263	0.464	0.372	0.205	0.475
Magnesium	0.446	0.408	-0.222	0.411	0.239	0.004	1.000	0.117	-0.228	0.042	0.130	0.519	0.262
Malic_Acid	0.133	0.211	0.280	0.285	-0.363	-0.551	0.117	1.000	0.258	-0.266	-0.245	-0.042	-0.306
Nonflavanoid_Phenols	-0.197	0.069	0.372	0.020	-0.582	-0.263	-0.228	0.258	1.000	-0.521	-0.444	-0.275	-0.493
OD280	0.149	-0.001	-0.376	-0.299	0.723	0.464	0.042	-0.266	-0.521	1.000	0.591	0.266	0.687
Proanthocyanins	0.266	0.051	-0.344	0.005	0.784	0.372	0.130	-0.245	-0.444	0.591	1.000	0.346	0.684
Proline	0.648	0.291	-0.478	0.495	0.470	0.205	0.519	-0.042	-0.275	0.266	0.346	1.000	0.458
Total_Phenols	0.362	0.134	-0.478	0.039	0.896	0.475	0.262	-0.306	-0.493	0.687	0.684	0.458	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Alcohol	Malic_Acid	Ash	Ash_Alcanity	Magnesium	Total_Phenols	Flavanoids	Nonflavanoid_Phenols	Proanthocyanins	Color_Intensity	Hue	OD280	Proline
0	14.23	1.71	2.43	15.6	127	2.80	3.06	0.28	2.29	5.64	1.04	3.92	1065
1	13.20	1.78	2.14	11.2	100	2.65	2.76	0.26	1.28	4.38	1.05	3.40	1050
2	13.16	2.36	2.67	18.6	101	2.80	3.24	0.30	2.81	5.68	1.03	3.17	1185
3	14.37	1.95	2.50	16.8	113	3.85	3.49	0.24	2.18	7.80	0.86	3.45	1480
4	13.24	2.59	2.87	21.0	118	2.80	2.69	0.39	1.82	4.32	1.04	2.93	735
5	14.20	1.76	2.45	15.2	112	3.27	3.39	0.34	1.97	6.75	1.05	2.85	1450
6	14.39	1.87	2.45	14.6	96	2.50	2.52	0.30	1.98	5.25	1.02	3.58	1290
7	14.06	2.15	2.61	17.6	121	2.60	2.51	0.31	1.25	5.05	1.06	3.58	1295
8	14.83	1.64	2.17	14.0	97	2.80	2.98	0.29	1.98	5.20	1.08	2.85	1045
9	13.86	1.35	2.27	16.0	98	2.98	3.15	0.22	1.85	7.22	1.01	3.55	1045

	Alcohol	Malic_Acid	Ash	Ash_Alcanity	Magnesium	Total_Phenols	Flavanoids	Nonflavanoid_Phenols	Proanthocyanins	Color_Intensity	Hue	OD280	Proline
167	12.82	3.37	2.30	19.5	88	1.48	0.66	0.40	0.97	10.260000	0.72	1.75	685
168	13.58	2.58	2.69	24.5	105	1.55	0.84	0.39	1.54	8.660000	0.74	1.80	750
169	13.40	4.60	2.86	25.0	112	1.98	0.96	0.27	1.11	8.500000	0.67	1.92	630
170	12.20	3.03	2.32	19.0	96	1.25	0.49	0.40	0.73	5.500000	0.66	1.83	510
171	12.77	2.39	2.28	19.5	86	1.39	0.51	0.48	0.64	9.899999	0.57	1.63	470
172	14.16	2.51	2.48	20.0	91	1.68	0.70	0.44	1.24	9.700000	0.62	1.71	660
174	13.40	3.91	2.48	23.0	102	1.80	0.75	0.43	1.41	7.300000	0.70	1.56	750
175	13.27	4.28	2.26	20.0	120	1.59	0.69	0.43	1.35	10.200000	0.59	1.56	835
176	13.17	2.59	2.37	20.0	120	1.65	0.68	0.53	1.46	9.300000	0.60	1.62	840
177	14.13	4.10	2.74	24.5	96	2.05	0.76	0.56	1.35	9.200000	0.61	1.60	560

Overview

Variables

Interactions

Correlations

Missing values

Sample